{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm import tqdm_notebook\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "import statsmodels.tsa as tsa\n",
    "import statsmodels.tsa.api as smt \n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import boxcox\n",
    "import matplotlib.pyplot as plt\n",
    "#!pip install arch\n",
    "from arch import arch_model\n",
    "\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import StackingRegressor, RandomForestRegressor\n",
    "\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_stationarity(timeseries):\n",
    "    print('Results of Dickey-Fuller Test:')\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4], index=['Test Statistic', 'p-value', '#Lags Used', 'Number of Observations Used'])\n",
    "    for [key, value] in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)' % key] = value\n",
    "    print(dfoutput)\n",
    "\n",
    "def tsplot(y, lags=None, figsize=(14, 8), style='bmh'):\n",
    "    \n",
    "    if not isinstance(y, pd.Series):\n",
    "        y = pd.Series(y)\n",
    "        \n",
    "    test_stationarity(y)\n",
    "        \n",
    "    with plt.style.context(style):\n",
    "        plt.figure(figsize=figsize)\n",
    "        layout = (5, 1)\n",
    "        ts_ax = plt.subplot2grid(layout, (0, 0), rowspan=2)\n",
    "        acf_ax = plt.subplot2grid(layout, (2, 0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (3, 0))\n",
    "        qq_ax = plt.subplot2grid(layout, (4, 0))\n",
    "\n",
    "        y.plot(ax=ts_ax, color='blue', label='Or')\n",
    "        ts_ax.set_title('Original')\n",
    "\n",
    "        smt.graphics.plot_acf(y, lags=lags, ax=acf_ax, alpha=0.05)\n",
    "        smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax, alpha=0.05)\n",
    "        sm.qqplot(y, line='s', ax=qq_ax)\n",
    "        \n",
    "        plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 Приближение и прогнозирование с помощью GARCH временного ряда со статистикой пассажиров авиакомпании"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949-01</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949-02</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949-03</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949-04</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949-05</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1949-06</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Month  Count\n",
       "0  1949-01    112\n",
       "1  1949-02    118\n",
       "2  1949-03    132\n",
       "3  1949-04    129\n",
       "4  1949-05    121\n",
       "5  1949-06    135"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airlines_passengers = pd.read_csv(\"Series/international-airline-passengers.csv\")\n",
    "series = airlines_passengers['Count']\n",
    "airlines_passengers[:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                   0.815369\n",
      "p-value                          0.991880\n",
      "#Lags Used                      13.000000\n",
      "Number of Observations Used    130.000000\n",
      "Critical Value (1%)             -3.481682\n",
      "Critical Value (5%)             -2.884042\n",
      "Critical Value (10%)            -2.578770\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(series)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "По результатам графиков наблюдаем линейную тенденцию у временного ряда, а так же сезонность размером в 12 месяцев. Так же данные ряда не распределены нормально.\n",
    "\n",
    "Для модели GARCH требуется привести ряд к стационарному. Уберем тенденцию дисперсии с помощью преобразования Бокса-Кокса, тенденцию уберем с помощью дифференцирования первого порядка с лагом 1. А сезонность уберем с помощью дифференцирования с лагом 12."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -1.630153e+01\n",
      "p-value                        3.262620e-29\n",
      "#Lags Used                     1.300000e+01\n",
      "Number of Observations Used    1.170000e+02\n",
      "Critical Value (1%)           -3.487517e+00\n",
      "Critical Value (5%)           -2.886578e+00\n",
      "Critical Value (10%)          -2.580124e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "series_st = boxcox(series)[0]\n",
    "series_st = np.diff(series_st, 12)\n",
    "series_st = np.diff(series_st, 1)\n",
    "series_st = pd.Series(series_st)\n",
    "tsplot(series_st)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Найдем оптимальные параметры p и q с помощью модели ARIMA на основе анализа значения aic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_best_params(series, range_p=5, range_d=5, range_q=5, seasons_len=None, print_info=True,\n",
    "                   return_model=False):\n",
    "    \"\"\" Поиск лучших параметров на основе модели ARIMA\n",
    "    \n",
    "    Параметры\n",
    "    ---------\n",
    "    series : pandas series\n",
    "      Временной ряд\n",
    "    range_p : int, (int, int)\n",
    "      Диапазон значений p. Если целое число, то диапазон от 0 до range_p.\n",
    "      Если кортеж (start, end), то от start до end\n",
    "    range_d : int, (int, int)\n",
    "      Диапазон значений d. Если целое число, то диапазон от 0 до range_d.\n",
    "      Если кортеж (start, end), то от start до end\n",
    "    range_q : int, (int, int)\n",
    "      Диапазон значений q. Если целое число, то диапазон от 0 до range_q.\n",
    "      Если кортеж (start, end), то от start до end\n",
    "    seasons_len : int\n",
    "      Длина сезона. Если указана, то используется модель SARIMA. Если None, то используется ARIMA\n",
    "    print_info : bool\n",
    "      Если True, то выводит на экран информацию о лучших параметрах\n",
    "    return_model : bool\n",
    "      Если True, то возвращается лучшая обученная модель\n",
    "      \n",
    "    Результат\n",
    "    ---------\n",
    "    p, d, q, best_model : (int, int, int, model)\n",
    "      Лучшие значения p, d, q и лучшая модель. Лучшая обученная модель возвращается \n",
    "      только при return_model=True\n",
    "    \"\"\"\n",
    "    \n",
    "    best_aic = np.inf\n",
    "    \n",
    "    best_p = None\n",
    "    best_d = None\n",
    "    best_q = None\n",
    "    best_model = None\n",
    "    \n",
    "    seasons_len = int(seasons_len) if seasons_len else None\n",
    "    \n",
    "    try:\n",
    "        \n",
    "        if isinstance(range_p, int) or isinstance(range_p, float):\n",
    "            range_p = tuple([int(range_p+1)])\n",
    "        if isinstance(range_d, int) or isinstance(range_d, float):\n",
    "            range_d = tuple([int(range_d+1)])\n",
    "        if isinstance(range_q, int) or isinstance(range_q, float):\n",
    "            range_q = tuple([int(range_q+1)]) \n",
    "\n",
    "        if not isinstance(range_p, tuple):\n",
    "            range_p = tuple(range_p)\n",
    "        if not isinstance(range_d, tuple):\n",
    "            range_d = tuple(range_d)\n",
    "        if not isinstance(range_q, tuple):\n",
    "            range_q = tuple(range_q)\n",
    "            \n",
    "    except Exception as error:\n",
    "        print(f'Произошла ошибка конвертации параметров в кортеж: {error}')\n",
    "        return (best_p, best_d, best_q, best_model) if return_model else (best_p, best_d, best_q)\n",
    "    \n",
    "    cicle_count = len(range(*range_p)) * len(range(*range_d)) * len(range(*range_q))\n",
    "\n",
    "    warnings.simplefilter('ignore')\n",
    "    with tqdm_notebook(total=cicle_count) as pbar:\n",
    "        for p in range(*range_p):\n",
    "            for d in range(*range_d):\n",
    "                for q in range(*range_q):\n",
    "                    if seasons_len:\n",
    "                        model_params = {'order': (p,d,q), 'seasonal_order': (p,d,q,seasons_len)}\n",
    "                    else:\n",
    "                        model_params = {'order': (p,d,q)}\n",
    "                    try:\n",
    "                        model = tsa.arima.model.ARIMA(series, **model_params)\n",
    "                        res = model.fit()\n",
    "                    except:\n",
    "                        pbar.update(1)\n",
    "                        continue\n",
    "                    if res.aic < best_aic:\n",
    "                        best_aic = res.aic\n",
    "                        best_p = p\n",
    "                        best_d = d\n",
    "                        best_q = q\n",
    "                        best_model = res\n",
    "                    pbar.update(1)             \n",
    "                    \n",
    "    print(f'Лучшие параметры: p={best_p}, d={best_d}, q={best_q}. AIC={best_aic}')\n",
    "    \n",
    "    return (best_p, best_d, best_q, best_model) if return_model else (best_p, best_d, best_q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2bfee0b7eec24bdfa7b1dff0d170cdb9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=72.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Лучшие параметры: p=3, d=1, q=1. AIC=10.0\n"
     ]
    }
   ],
   "source": [
    "p, d, q, best_model = get_best_params(series_st, range_p=5, range_d=1, range_q=5, return_model=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Посмотрим как выглядят остатки нашей обученной модели"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(17,8))\n",
    "    plt.plot(series_st, color='green', label='Исходные данные')\n",
    "    plt.plot(best_model.resid, color='red', linestyle='--', label='Остатки модели GARCH')\n",
    "    plt.legend()\n",
    "    plt.ylabel('Число пассажиров')\n",
    "    plt.title('Результаты восстановления данных с помощью GARCH')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графика, модель GARCH смогла достаточно точно восстановить исходный временной ряд.\n",
    "\n",
    "Теперь попробуем восстановить наши исходные данные с помощью предсказаний GARCH. Для этого будем обучать нашу модель на ограниченном количестве данных и предсказывать одно следующее значение.\n",
    "\n",
    "Например, нам нужно восстановить с помощью модели 36 последних значений. А весь набор состоит из 144 значений. Обучим модель на 144-36=108 первых значений и получим предсказание для 109 значения. Потом обучим на 109 исходных значениях и получим предсказание для 110 значения. В итоге получим последовательный список предсказаний от 108 значения до 144."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_rolling_garch_predict(series, p, q, test_size=36):\n",
    "    \"\"\" \n",
    "    Параметры\n",
    "    ---------\n",
    "    series : pandas series\n",
    "      Временной ряд\n",
    "    p : int\n",
    "      Параметр p модели GARCH\n",
    "    q : int\n",
    "      Параметр q модели GARCH\n",
    "    test_size : int\n",
    "      Количество измерений последних данных, которые требуется восстановить с помощью GARCH\n",
    "    \"\"\"\n",
    "    \n",
    "    if not isinstance(series, pd.Series):\n",
    "        series = pd.Series(series)\n",
    "\n",
    "    predict = []\n",
    "    \n",
    "    for i in range(test_size):\n",
    "        model = arch_model(series[:-test_size+i], p=p, q=q, o=0, \n",
    "                           vol='GARCH', dist='studentst').fit(disp='off')\n",
    "        res = model.forecast(horizon=1, reindex=False)\n",
    "        pred_val = np.sqrt(res.variance.values[-1][0])\n",
    "        predict.append(pred_val)\n",
    "        \n",
    "    return predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_size = 24\n",
    "predict = get_rolling_garch_predict(series_st, p=p, q=q, test_size=test_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(17,8))\n",
    "    plt.plot(np.arange(test_size), series_st[-test_size:], color='green', label='Исходные данные')\n",
    "    plt.plot(predict, color='red', linestyle='--', label='Предсказание')\n",
    "    plt.legend()\n",
    "    plt.ylabel('Число пассажиров')\n",
    "    plt.title('Предсказание GARCH')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 Приближение и прогнозирование временного ряда со статистикой пассажиров авиакомпании с помощью полиномиальной регрессии "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Так как у нас временной ряд содержит сезонность по месяцу, то в качестве принаков можно сгенерировать значения синусов и косинусов по месяцам с помощью формул:\n",
    "\n",
    "x_sin = sin( 2*pi*x / max(x) )  \n",
    "x_cos = cos( 2*pi*x / max(x) )  \n",
    "\n",
    "Здесь x - текущий номер месяца. Для нашей ситуации max(x) равен 12. Благодаря этим признакам расстояния для модели между 1 и 2, 12 и 1 будут одинаковыми.\n",
    "\n",
    "Реализуем данные признаки."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepareData(data, lag_start=None, lag_end=None, test_size=0.15, period=False, degree=None):\n",
    "    \n",
    "    if lag_start == 0:\n",
    "        raise ValueError('Начальный лаг не может быть равено 0')\n",
    "    \n",
    "    data = pd.DataFrame(data.copy())\n",
    "    \n",
    "    # считаем индекс в датафрейме, после которого начинается тестовый отрезок\n",
    "    test_index = int(len(data)*(1-test_size))\n",
    "    \n",
    "    # добавляем лаги исходного ряда в качестве признаков\n",
    "    if lag_end:\n",
    "        lag_start = 1 if not lag_start else int(lag_start)\n",
    "        for i in range(lag_start, lag_end):\n",
    "            data[\"lag_{}\".format(i)] = data.Count.shift(i)\n",
    "        \n",
    "    data = data.dropna()\n",
    "    data = data.reset_index(drop=True)\n",
    "    \n",
    "    data['Year'] = data.Month.apply(lambda x: int(str(x).split('-')[0]))\n",
    "    data['Month'] = data.Month.apply(lambda x: int(str(x).split('-')[1]))\n",
    "    if period:\n",
    "        data['month_sin'] = data.Month.apply(lambda x: np.sin(2*np.pi*x / 12))\n",
    "        data['month_cos'] = data.Month.apply(lambda x: np.cos(2*np.pi*x / 12))\n",
    "     \n",
    "    # разбиваем весь датасет на тренировочную и тестовую выборку\n",
    "    X_train = data.loc[:test_index].drop([\"Count\"], axis=1)\n",
    "    y_train = data.loc[:test_index][\"Count\"]\n",
    "    X_test = data.loc[test_index:].drop([\"Count\"], axis=1)\n",
    "    y_test = data.loc[test_index:][\"Count\"]\n",
    "    \n",
    "    if degree:\n",
    "        polymome = PolynomialFeatures(degree=degree, interaction_only=True)\n",
    "        X_train = polymome.fit_transform(X_train)\n",
    "        X_test = polymome.transform(X_test)\n",
    "    \n",
    "    return X_train, X_test, y_train, y_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Посмотрим как справится обычная линейна регрессия только в признаками в виде дня и месяца"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = prepareData(airlines_passengers, test_size=0.3, period=False)\n",
    "\n",
    "lr_model = LinearRegression()\n",
    "lr_model.fit(X_train, y_train)\n",
    "lr_predict = lr_model.predict(X_test)\n",
    "\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(17,8))\n",
    "    plt.plot(lr_predict, label='Предсказание', color='red', marker='o')\n",
    "    plt.plot(np.arange(len(y_test)), y_test, label='Исходные данные', color='green',)\n",
    "    plt.legend()\n",
    "    plt.ylabel('Число пассажиров')\n",
    "    plt.title('Результаты полиномиальной регрессии')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ожидаем получили просто прямую линию, которая пытается уловить только тренд. Теперь попробуем ввести признаки периодичности через синус и косинус."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = prepareData(airlines_passengers, test_size=0.3, period=True)\n",
    "\n",
    "lr_model = LinearRegression()\n",
    "lr_model.fit(X_train, y_train)\n",
    "lr_predict = lr_model.predict(X_test)\n",
    "\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(17,8))\n",
    "    plt.plot(lr_predict, label='Предсказание', color='red', marker='o')\n",
    "    plt.plot(np.arange(len(y_test)), y_test, label='Исходные данные', color='green',)\n",
    "    plt.legend()\n",
    "    plt.ylabel('Число пассажиров')\n",
    "    plt.title('Результаты полиномиальной регрессии')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь линейная регрессия стала улавливать периодичность и тренд, но с достаточно большой ошибкой. Попробуем обучить регрессию с помощью полиномиальных признаков степени 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = prepareData(airlines_passengers, test_size=0.3, period=True, degree=3)\n",
    "\n",
    "lr_model = LinearRegression()\n",
    "lr_model.fit(X_train, y_train)\n",
    "lr_predict = lr_model.predict(X_test)\n",
    "\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(17,8))\n",
    "    plt.plot(lr_predict, label='Предсказание', color='red', marker='o')\n",
    "    plt.plot(np.arange(len(y_test)), y_test, label='Исходные данные', color='green',)\n",
    "    plt.legend()\n",
    "    plt.ylabel('Число пассажиров')\n",
    "    plt.title('Результаты полиномиальной регрессии')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Прогноз получился гораздо более точный, но тем не менее далек от идеала в пиках.\n",
    "Попробуем использовать в качестве признаков только временные лаги размером сезонности от 1 до 12 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = prepareData(airlines_passengers, lag_start=1, \n",
    "                                               lag_end=12, degree=0, period=True, test_size=0.3)\n",
    "\n",
    "lr_model = LinearRegression()\n",
    "lr_model.fit(X_train, y_train)\n",
    "lr_predict = lr_model.predict(X_test)\n",
    "\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(17,8))\n",
    "    plt.plot(lr_predict, label='Предсказание', color='red', marker='o')\n",
    "    plt.plot(np.arange(len(y_test)), y_test, label='Исходные данные', color='green',)\n",
    "    plt.legend()\n",
    "    plt.ylabel('Число пассажиров')\n",
    "    plt.title('Результаты полиномиальной регрессии')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "В результате бы получили достаточно хорошую предсказательную модель на основе линейной регрессии только с признаками на основе временных лагов"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
